Price, Andrew R., Myerscough, Richard J., Voutchkov, Ivan I., Marsh, Robert and Cox, Simon J. (2009) Multi-objective optimization of GENIE earth system models Philosophical Transactions of The Royal Society A, 367, (1898), pp. 2623-2633. (doi:10.1098/rsta.2009.0039).
Abstract
The tuning of parameters in climate models is essential to provide reliable long-term forecasts of Earth system behaviour. We apply a multi-objective optimization algorithm to the problem of parameter estimation in climate models. This optimization process involves the iterative evaluation of response surface models (RSMs), followed by the execution of multiple Earth system simulations. These computations require an infrastructure that provides high-performance computing for building and searching the RSMs and high-throughput computing for the concurrent evaluation of a large number of models. Grid computing technology is therefore essential to make this algorithm practical for members of the GENIE project.
More information
Identifiers
Catalogue record
Export record
Altmetrics
Contributors
University divisions
Download statistics
Downloads from ePrints over the past year. Other digital versions may also be available to download e.g. from the publisher's website.